response_df %>%
mutate(prop = n/14) %>%
mutate_if(is.double, round, 3) %>%
select(everything(), n, prop) %>%
knitr::kable()
| time_point | survey_period | n | overall_time_point | prop |
|---|---|---|---|---|
| 1 | orig | 11 | 1 | 0.786 |
| 2 | orig | 12 | 2 | 0.857 |
| 3 | orig | 14 | 3 | 1.000 |
| 4 | orig | 11 | 4 | 0.786 |
| 5 | orig | 11 | 5 | 0.786 |
| 6 | orig | 11 | 6 | 0.786 |
| 7 | orig | 13 | 7 | 0.929 |
| 8 | orig | 13 | 8 | 0.929 |
| 01 | covid | 14 | 9 | 1.000 |
| 02 | covid | 14 | 10 | 1.000 |
| 03 | covid | 13 | 11 | 0.929 |
| 04 | covid | 14 | 12 | 1.000 |
| 05 | covid | 14 | 13 | 1.000 |
| 06 | covid | 14 | 14 | 1.000 |
| 07 | covid | 14 | 15 | 1.000 |
| 08 | covid | 14 | 16 | 1.000 |
| 09 | covid | 12 | 17 | 0.857 |
| 10 | covid | 14 | 18 | 1.000 |
| 11 | covid | 13 | 19 | 0.929 |
| 12 | covid | 11 | 20 | 0.786 |
| 13 | covid | 12 | 21 | 0.857 |
| 14 | covid | 13 | 22 | 0.929 |
| 15 | covid | 14 | 23 | 1.000 |
| 16 | covid | 13 | 24 | 0.929 |
| 17 | covid | 11 | 25 | 0.786 |
| 18 | covid | 13 | 26 | 0.929 |
| 19 | covid | 13 | 27 | 0.929 |
| 20 | covid | 14 | 28 | 1.000 |
| 21 | covid | 13 | 29 | 0.929 |
| 22 | covid | 13 | 30 | 0.929 |
purposes %>%
mutate_if(is.double, round, 3) %>%
knitr::kable()
| platform | finding material for class | sharing my materials | sharing my experiences | learning about or reviewing curricular content | learning about or reviewing teaching strategies | connecting with other educators | seeking emotional support | following or engaging with specific organizations (e.g., NCTM) | following or engaging with specific websites (e.g., Teachers Pay Teachers) |
|---|---|---|---|---|---|---|---|---|---|
| 0.036 | 0.028 | 0.039 | 0.021 | 0.044 | 0.091 | 0.026 | 0.016 | 0.016 | |
| 0.199 | 0.241 | 0.373 | 0.197 | 0.176 | 0.453 | 0.332 | 0.142 | 0.137 | |
| 0.008 | 0.010 | 0.010 | 0.010 | 0.010 | 0.018 | 0.003 | 0.003 | 0.010 | |
| 0.244 | 0.085 | 0.013 | 0.106 | 0.083 | 0.060 | 0.016 | 0.034 | 0.052 | |
| 0.065 | 0.080 | 0.109 | 0.057 | 0.044 | 0.137 | 0.091 | 0.049 | 0.034 | |
| 0.003 | 0.010 | 0.005 | 0.013 | 0.005 | 0.005 | 0.003 | 0.003 | 0.000 | |
| Blogs | 0.311 | 0.142 | 0.124 | 0.272 | 0.303 | 0.205 | 0.122 | 0.171 | 0.236 |
| Other | 0.023 | 0.008 | 0.008 | 0.023 | 0.028 | 0.013 | 0.005 | 0.003 | 0.026 |
| Total | 0.889 | 0.606 | 0.681 | 0.699 | 0.694 | 0.982 | 0.596 | 0.420 | 0.510 |
knitr::include_graphics(here("img", "all-teachers-how.png"))
actions %>%
mutate_if(is.double, round, 3) %>%
knitr::kable()
| platform | creating posts or pages | sharing or reposting others’ posts | replying to others’ posts | bookmarking or saving posts or pages | searching (through a search bar or function) | subscribed to or followed a person, page, or resource | contacted a page or other user privately |
|---|---|---|---|---|---|---|---|
| 0.041 | 0.057 | 0.023 | 0.023 | 0.052 | 0.036 | 0.013 | |
| 0.288 | 0.363 | 0.412 | 0.259 | 0.168 | 0.176 | 0.174 | |
| 0.003 | 0.005 | 0.000 | 0.010 | 0.003 | 0.023 | 0.016 | |
| 0.085 | 0.098 | 0.047 | 0.218 | 0.212 | 0.124 | 0.052 | |
| 0.088 | 0.101 | 0.096 | 0.060 | 0.044 | 0.075 | 0.052 | |
| 0.000 | 0.003 | 0.008 | 0.010 | 0.003 | 0.005 | 0.005 | |
| Blogs | 0.083 | 0.080 | 0.168 | 0.277 | 0.215 | 0.148 | 0.137 |
| Other | 0.003 | 0.005 | 0.005 | 0.026 | 0.031 | 0.003 | 0.005 |
knitr::include_graphics(here("img", "all-teachers-why.png"))
purposes_m %>%
mutate_if(is.double, round, 3) %>%
knitr::kable()
| effect | term | estimate | std.error | statistic | p.value | icc | warning |
|---|---|---|---|---|---|---|---|
| finding material for class | survey_periodorig | 0.166 | 0.121 | 1.376 | 0.169 | 0.548 | FALSE |
| sharing my materials | survey_periodorig | 0.139 | 0.146 | 0.956 | 0.339 | 0.581 | FALSE |
| sharing my experiences | survey_periodorig | -0.279 | 0.154 | -1.816 | 0.069 | 0.428 | FALSE |
| learning about or reviewing curricular content | survey_periodorig | 0.256 | 0.134 | 1.914 | 0.056 | 0.419 | FALSE |
| learning about or reviewing teaching strategies | survey_periodorig | -0.006 | 0.142 | -0.044 | 0.965 | 0.358 | FALSE |
| connecting with other educators | survey_periodorig | -0.143 | 0.123 | -1.162 | 0.245 | 0.452 | FALSE |
| seeking emotional support | survey_periodorig | -0.160 | 0.157 | -1.019 | 0.308 | 0.462 | FALSE |
| following or engaging with specific organizations (e.g., NCTM) | survey_periodorig | 0.048 | 0.176 | 0.272 | 0.785 | 0.441 | FALSE |
| following or engaging with specific websites (e.g., Teachers Pay Teachers) | survey_periodorig | 0.082 | 0.162 | 0.504 | 0.614 | 0.391 | FALSE |
actions_m %>%
mutate_if(is.double, round, 3) %>%
knitr::kable()
| effect | term | estimate | std.error | statistic | p.value | icc | warning |
|---|---|---|---|---|---|---|---|
| creating posts or pages | survey_periodorig | -0.166 | 0.159 | -1.048 | 0.295 | 0.546 | FALSE |
| sharing or reposting others’ posts | survey_periodorig | -0.125 | 0.142 | -0.876 | 0.381 | 0.415 | FALSE |
| replying to others’ posts | survey_periodorig | -0.118 | 0.139 | -0.852 | 0.394 | 0.483 | FALSE |
| bookmarking or saving posts or pages | survey_periodorig | 0.131 | 0.122 | 1.074 | 0.283 | 0.484 | FALSE |
| searching (through a search bar or function) | survey_periodorig | 0.161 | 0.134 | 1.197 | 0.231 | 0.320 | FALSE |
| subscribed to or followed a person, page, or resource | survey_periodorig | 0.263 | 0.142 | 1.846 | 0.065 | 0.414 | FALSE |
| contacted a page or other user privately | survey_periodorig | -0.381 | 0.193 | -1.974 | 0.048 | 0.618 | TRUE |
stress_m %>%
mutate_if(is.double, round, 3) %>%
knitr::kable()
| effect | term | estimate | std.error | statistic | p.value | icc | warning |
|---|---|---|---|---|---|---|---|
| finding material for class | m | 0.188 | 0.084 | 2.240 | 0.025 | 0.511 | FALSE |
| sharing my materials | m | 0.148 | 0.098 | 1.510 | 0.131 | 0.537 | FALSE |
| sharing my experiences | m | -0.002 | 0.094 | -0.024 | 0.981 | 0.420 | FALSE |
| learning about or reviewing curricular content | m | 0.158 | 0.100 | 1.585 | 0.113 | 0.480 | FALSE |
| learning about or reviewing teaching strategies | m | 0.077 | 0.107 | 0.720 | 0.471 | 0.447 | FALSE |
| connecting with other educators | m | 0.041 | 0.085 | 0.480 | 0.631 | 0.389 | FALSE |
| seeking emotional support | m | 0.098 | 0.103 | 0.955 | 0.339 | 0.489 | FALSE |
| following or engaging with specific organizations (e.g., NCTM) | m | 0.060 | 0.125 | 0.482 | 0.630 | 0.518 | FALSE |
| following or engaging with specific websites (e.g., Teachers Pay Teachers) | m | 0.200 | 0.116 | 1.718 | 0.086 | 0.512 | FALSE |